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Assisted selection using molecular markers linked to rust resistance SH3 gene in Coffea arabica

Abstract

The aim of this work was to validate markers linked to the SH3 gene of coffee leaf rust (CLR) resistance and use them in assisted selection. Initially, we validated the markers in genotypes already known to carry SH3. Next, we performed phenotype and genotype evaluation for resistance to CLR in coffee plants growing under field conditions. We used Arabica coffee progenies derived from BA-10, which carries the SH3 gene due to introgression of C. liberica. Three SCAR markers (SP-M16-SH3, BA-48-21O-f, and BA-124-12K-f) and one SSR marker (Sat244) linked to SH3 gene were used to amplify the coffee plants’ DNA. Our assessments of markers validation in resistant genotypes, SP-M16-SH3 and BA-124-12K-f, were efficient to identify the SH3 gene. These two markers were used to evaluate the progenies derived from BA-10 and were significantly linked to the phenotype evaluations. The SP-M16-SH3 marker was more efficient, with the advantage of being codominant.

Keywords:
BA-10 genotype; coffee breeding; Hemileia vastatrix; markers validation; SCAR markers

INTRODUCTION

Brazil is the world's largest producer and exporter of coffee, besides being the second largest consumer of the beverage. One of the main problems that reduce Brazilian coffee production and decrease the profitability of coffee farms is the coffee leaf rust (CLR), caused by the biotrophic fungus Hemileia vastatrix Berk. et Br. This disease is found in all coffee producing regions and is considered the main crop disease in Brazil and in the world (Zambolim 2016Zambolim L.2016 Current status and management of coffee leaf rust in Brazil. Tropical Plant Pathology 41:1-8). The majority of Arabica coffee cultivars cultivated in Brazil are coming from Catuaí or Mundo Novo groups (Chalfoun and Reis 2010Chalfoun SM, Reis PR2010 História da cafeicultura no Brasil. In Reis PR and Cunha RL (eds) Café arábica: do plantio à colheita. EPAMIG, Lavras, p. 21-85), which are susceptible to CLR (Andreazi et al. 2015Andreazi E, Sera GH, Faria RT, Sera T, Shigueoka LH, Carvalho FG, Carducci FC, Chamlet D2015 Desempenho de híbridos F1 de café arábica com resistência simultânea a ferrugem, mancha aureolada e bicho mineiro. Coffee Science 10:375-382). C. arabica cultivars derived from the “Híbrido de Timor” (HdT) and “Icatu”, coffee genotypes with Coffea canephora introgression, have different levels of resistance to CLR (Sera et al. 2010Sera GH, Sera T, Fonseca ICB, Ito DS2010 Resistência à ferrugem alaranjada em cultivares de café. Coffee Science 5:59-66). However, the qualitative resistance of some of these cultivars was broken by new physiological races in Brazil, so that some cultivars became susceptible, and others now have intermediate resistance (Del Grossi et al. 2013Del Grossi L, Sera T, Sera GH, Fonseca ICB, Ito DS, Shigueoka LH, Andreazi E, Carvalho FG2013 Rust resistance in arabic coffee cultivars in northern Paraná. Brazilian Archives of Biology and Technology 56:27-33).

The major genes that govern qualitative resistance to CLR are SH1, SH2, SH3, SH4, SH5, SH6, SH7, SH8, SH9, and SH, which can be supplanted by the corresponding virulence genes v1 to v? of Hemileia vastatrix physiological races (Bettencourt and Rodrigues 1988Bettencourt A, Rodrigues-Junior C1988 Principles and practice of coffee breeding for resistance to rust and other diseases. Coffee Agronomy 4:199-234). The SH3 gene has been used in several breeding programs in Brazil, since this gene has not yet been overcome by the CLR races found in this country (Sera et al. 2007Sera GH, Sera T, Ito DS and Azevedo JA2007 Resistance to leaf rust in coffee carrying SH3 gene and others SH genes. Brazilian Archives of Biology and Technology 50:753-757). Recently, the C. arabica cultivar IAC Catuaí SH3, which has introgression of C. liberica and is highly resistant to CLR, was released by the Instituto Agronômico (IAC) (Fazuoli et al. 2019Fazuoli LC, Braghini MT, Silvarolla MB, Gonçalves W, Mistro JC, Gallo PB and Guerreiro FO2019 IAC Catuaí SH3 - a dwarf Arabica coffee cultivar with leaf rust resistance and drought tolerance. Crop Breeding and Applied Biotechnology 19:356-359).

Molecular marker-assisted selection using markers linked to resistance to disease is an important strategy for C. arabica breeding programs, allowing cost and time reduction (Alkimim et al. 2017Alkimim ER, Caixeta ET, Sousa TV, Pereira AA, Oliveira ACB, Zambolim L, Sakiyama NS2017 Marker-assisted selection provides arabica coffee with genes from other Coffea species targeting on multiple resistance to rust and coffee berry disease. Molecular Breeding 37:1-10, Ariyoshi et al. 2022Ariyoshi C, Sera GH, Rodrigues LMR, Carvalho FG, Shigueoka LH, Socatelli AEM, Pereira CTM, Destéfano SAL, Pereira LFP2022 Development and validation of allele specific marker for resistance to bacterial halo blight in Coffea arabica. Agronomy 12:3178). Prakash et al. (2004Prakash NS, Marques DV, Várzea VMP, Silva MC, Combes MC, Lashermes P2004 Introgression molecular analysis of a leaf rust resistance gene from Coffea liberica in to Coffea arabica L. Theoretical and Applied Genetics 109:1311-1317) identified 21 amplified fragment length polymorphisms (AFLP) linked to the SH3 gene. Subsequently, Sequence-Characterized Amplified Region (SCAR) markers were developed using these AFLP clones and a Bacterial Artificial Chromosome (BAC) Library (Mahé et al. 2008Mahé L, Combes MC, Várzea VMP, Guilhaumon C, Lashermes P2008 Development of sequence characterized DNA markers linked to leaf rust (Hemileia vastatrix) resistance in coffee (Coffea arabica L.). Molecular Breeding 21:105-113). Two small linkage groups were identified (5.7 cM and 5.9 cM), which were related to the SH3 region, comprising markers linked to each other. In addition, from an efficiency evaluation it was possible to select four markers closest to the SH3 gene (Sat244, SP-M16-SH3, BA-48-21O-f, and BA-124-12K-f) (Mahé et al. 2008Mahé L, Combes MC, Várzea VMP, Guilhaumon C, Lashermes P2008 Development of sequence characterized DNA markers linked to leaf rust (Hemileia vastatrix) resistance in coffee (Coffea arabica L.). Molecular Breeding 21:105-113).

Although the breeding program of the Instituto de Desenvolvimento Rural do Paraná - IAPAR-EMATER (IDR-Paraná) has several progenies of Arabica coffee with Coffea liberica introgression, it is not known which ones have the SH3 gene. Thus, the aim of this study was to validate markers associated with SH3 and use them in assisted selection in genotypes originating from the cross between Coffea arabica and BA-10 coffee trees belonging to the IDR-Paraná Germplasm Bank.

MATERIAL AND METHODS

Initially, we validated the four markers previously mentioned markers Sat244, SP-M16-SH3, BA-48-21O-f, and BA-124- 12K-f (Mahé et al. 2008Mahé L, Combes MC, Várzea VMP, Guilhaumon C, Lashermes P2008 Development of sequence characterized DNA markers linked to leaf rust (Hemileia vastatrix) resistance in coffee (Coffea arabica L.). Molecular Breeding 21:105-113), in the following C. arabica genotypes carrying SH3, which are considered differentiating plants: CIFC H153/2 (SH1,3,5), CIFC H151/1 (SH3,4,5), CIFC H147/1 (SH2,3,4,5), and CIFC 33/1-S288-23 (SH3,5) (Bettencourt 1981Bettencourt AJ1981 Melhoramento genético do cafeeiro: transferência de factores de resistência à Hemileia vastatrix Berk. and Br. para as principais cultivares de Coffea arabica L. Centro de Investigação das Ferrugens do cafeeiro Oeiras, Lisboa, 93p). The cultivars IPR 100 and IPR 105 were also used, both derived from the crossing of Catuaí x (Catuaí x BA-10), which are, respectively, susceptible and resistant to CLR (Sera et al. 2010Sera GH, Sera T, Fonseca ICB, Ito DS2010 Resistência à ferrugem alaranjada em cultivares de café. Coffee Science 5:59-66). We also used cultivar Catuaí Vermelho IAC 99 as the susceptible control (Table 1).

Table 1
Information of the molecular markers used in assisted selection, primer sequences, T (° C): annealing temperature, and cM distance (centimorgan distance) between the gene and the molecular marker estimated in the study of Mahé et al. (2008Mahé L, Combes MC, Várzea VMP, Guilhaumon C, Lashermes P2008 Development of sequence characterized DNA markers linked to leaf rust (Hemileia vastatrix) resistance in coffee (Coffea arabica L.). Molecular Breeding 21:105-113)

The DNA extraction from leaves of each C. arabica genotype was performed according to Pereira et al. (2009Pereira GS, Teixeira R de KS, Von Pinho EV de R, Padilha L, Carvalho CHS2009 Coleta de folhas do cafeeiro e extração de DNA genômico de alta qualidade. In Anais do VI simpósio de pesquisa dos cafés do Brasil. Embrapa, Araxá, 4p) (adapted protocol from Ferreira and Gratapaglia 1998Ferreira ME, Grattapaglia D1998 Introdução ao uso de marcadores moleculares em análise genética. Embrapa-Cenargen, Brasília, 220p). After extraction, the DNA quality was checked using a 1% agarose gel and the quantification was carried out in a NanoDrop 1000 (Thermo Scientific). The samples were diluted to 50 ng μL-1 and amplified using the SCAR corresponding to markers linked to the SH3 gene. PCR amplification was performed in a final volume of 25 μL containing 50 ng of genomic DNA, 1 × Taq DNA polymerase buffer; 2.0 mM MgCl2; 0.1 mM dNTPs; 0.4 μM of each primer; and 0.5 units of Taq DNA polymerase.

The reactions were performed using a Veriti thermocycler (Applied Biosystems), with the following conditions: initial denaturation for 5 min at 95 °C; 35 cycles of 45 sec at 94 °C; annealing for 45 sec at specific temperatures for each primer; extension of 45 sec at 72 °C; and a final extension of 10 minutes at 72 °C. Polymorphisms were detected in 6% polyacrylamide gel, stained with silver nitrate, according to the protocol described by Brito et al. (2010Brito GG, Caixeta ET, Gallina AP, Zambolim EM, Zambolim L, Diola V, Loureiro ME2010 Inheritance of coffee leaf rust resistance and identification of AFLP markers linked to the resistance gene. Euphytica 173:255-264). The markers BA-48-21O-f and Sat244 did not show the expected band pattern and therefore we did not use them in our work.

Through the BA-124-12K-f and SP-M16-SH3 SCARs markers, we performed the molecular characterization of 26 Arabica coffee plants derived from BA-10 genotype. C. arabica cultivars Catuaí Vermelho IAC 99, Mundo Novo IAC 376-4, IPR 100 and IPR 105 were used as control samples. The methodology used for the DNA isolation, PCR reaction and visualization of polyacrylamide gel was the same as described in the topic above. We also performed phenotypic evaluation of the severity of CLR in the field, on the same 26 Arabica coffee plants derived from BA-10, along with susceptible checks of Catuaí Vermelho IAC 99, Mundo Novo IAC 376-4, and IPR 100. CLR severity was evaluated in June 2014, under conditions of natural infection in the field, with the physiological races present at the site. A scale of scores ranging from 1 to 5 was used, where: 1 = plants without chlorotic lesions in the leaves; 2 = plants with lesions ranging from "flecks" to chlorosis in the infected area, but without the formation of uredospores; 3 = uredosporic pustules in small amounts (1-25% of leaves), usually in the lower third, with lower severity in the middle third; 4 = uredosporic pustules in 26 - 50% of leaves, usually in the lower and middle third, with beginning of leaf fall; 5 = uredosporic pustules in more than 50% of the leaves, from the lower third to the upper third, with high intensity of leaf fall. Plants with scores 1 and 2 were classified as resistant, and those with scores 3, 4, and 5, as susceptible (Shigueoka et al. 2014Shigueoka LH, Sera GH, Sera T, Fonseca ICB, Mariucci Junior V, Andreazi E, Carvalho FG, Gardiano CG, Carducci FC2014 Selection of Arabic coffee progenies with rust resistance. Crop Breeding and Applied Biotechnology 14:88-93).

To identify the accuracy between molecular characterization using SCAR markers and phenotyping field evaluations, the Spearman's correlation was performed using R studio Psych package (Revelle 2016Revelle W2016 Psych: procedures for personality and psychological research. Available at: <Available at: http://CRAN.R-project.org/package=psych >. Accessed on May 29, 2019.
http://CRAN.R-project.org/package=psych...
).

RESULTS AND DISCUSSION

Among the SCARs and SSR markers tested in this work (Sat244, SP-M16-SH3, BA-48-21O-f, and BA- 124-12K-f), we were successful in using SP-M16-SH3, with amplicon size of 200 bp (Figure 1a) and BA-124-12K-f, with 300 bp of amplicon (Figure 1b) The marker BA-124-12K-f showed dominance, as in the study of Alkimin et al. (2017Alkimim ER, Caixeta ET, Sousa TV, Pereira AA, Oliveira ACB, Zambolim L, Sakiyama NS2017 Marker-assisted selection provides arabica coffee with genes from other Coffea species targeting on multiple resistance to rust and coffee berry disease. Molecular Breeding 37:1-10). The susceptibility checks (Catuaí Vermelho, Mundo Novo and IPR 100) amplified susceptibility DNA fragment, as expected, while the IPR 105 resistant control had two amplified DNA fragments, as previously reported (Mahé et al. 2008Mahé L, Combes MC, Várzea VMP, Guilhaumon C, Lashermes P2008 Development of sequence characterized DNA markers linked to leaf rust (Hemileia vastatrix) resistance in coffee (Coffea arabica L.). Molecular Breeding 21:105-113, Alkimin et al. 2017). Plants T24C1, T28C2P2, T30C3, T32C2P3, T38C1, T40C4, and T40C5 were susceptible in the field evaluation, but showed DNA amplification pattern like resistant plants, indicating that BA-124-12K-f is not always associated with the high resistance to rust conferred by the SH3. Of 26 samples, eight did not match the field evaluation results with the marker BA-124-12K-f (Table 2). The T37C4 plant was the only one that did not have the genetic marker of resistance; however, in the phenotypic evaluation it was considered resistant, suggesting that there may have been some CLR inoculum escape in the evaluation of severity in the field.

Figure 1
(a) Validation of the SP-M16-SH3 molecular marker linked to the SH3 gene, in genotypes resistant and susceptible to coffee leaf rust: IPR105 (1), IPR100 (2), CIFC 33/1 S288-23 (3), CIFC H153/2 (4 - heterozygous for SH3 gene), CIFC H151/1(5 - heterozygous for SH3 gene), CIFC H147/1 (6 - showed no amplification for the SP-M16-SH3 marker) and Catuaí Vermelho IAC 99(7). * The yellow arrow indicates the resistance allele and the amplicon size of 200bp. (b) Validation of the BA-124-12K-f molecular marker linked to the SH3 gene, in genotypes resistant and susceptible to coffee leaf rust. IPR105 (1), IPR100 (2), CIFC 33/1, S288-23 (3), CIFC H147/1 (4), CIFC H151/1 (5), CIFC H153/2 (6), and Catuaí Vermelho IAC-99 (7). * The yellow arrow indicates the resistance allele and the amplicon size of 300bp.

Table 2
Coffee leaf rust (CLR) resistance classification of 26 plants derived from BA-10, evaluated in June 2014 under field conditions, and with the local population of rust races at the IDR-Paraná (Londrina, PR, Brazil). Molecular characterization of resistant (BA-R) and susceptible (BA-S) plants using the BA-124-12k-F marker and resistant homozygous (SP-R), heterozygous (SP-RS), and susceptible (SP-S) using the SP-M16-SH3 marker.

For the SP-M16-SH3 marker, the susceptibility checks (Catuaí Vermelho, Mundo Novo and IPR 100) amplified the susceptibility DNA fragment, as expected, while the IPR 105 resistant control showed resistant fragment. It is already known that the hybrids CIFC H153/2 and CIFC H151/1 are in a heterozygous condition for SH3, since both were originated from the crossings between a homozygous SH3 carrier genitor and a non-SH3 carrier genitor (Bettencourt 1981Bettencourt AJ1981 Melhoramento genético do cafeeiro: transferência de factores de resistência à Hemileia vastatrix Berk. and Br. para as principais cultivares de Coffea arabica L. Centro de Investigação das Ferrugens do cafeeiro Oeiras, Lisboa, 93p). Thus, the codominant nature of the SP-M16-SH3 marker was confirmed, as two DNA fragments were observed in these two genotypes (Figure 1a). Among the 26 samples, only six showed different results from the field evaluation. Just like for BA-124-12K-f marker, the T37C4 plant was resistant in the field, but showed a band for susceptibility. Plants T24C1, T28C2P2, T32C2P3, T40C4, and T40C5 were susceptible in the field, but showed amplification for resistance, as well as the results for BA-124-12K-f. Plants T30C3 and T38C1 were susceptible in the field and showed amplification for resistance for the BA-124-12K-f marker as well for susceptibility for the SP-M16-SH3 marker, indicating that the latter has a greater association with SH3 than the former (Table 2). The chance of recombination between these markers and the SH3 locus is higher when the distance between them is greater (Mahé et al. 2008Mahé L, Combes MC, Várzea VMP, Guilhaumon C, Lashermes P2008 Development of sequence characterized DNA markers linked to leaf rust (Hemileia vastatrix) resistance in coffee (Coffea arabica L.). Molecular Breeding 21:105-113). These same authors found that the BA-124-12K-f marker is at a distance of 0 cM, cosegregant with the SH3 gene, and theSP-M16-SH3 marker is at a distance of 1.8 cM from this gene.

In a similar work, Prakash et al. (2011Prakash NS, Muniswamy B, Hanumantha BT, Sreenath HL, Sundaresha KD, Suresh N, Santhosh P, Soumya PR, Asha BM, Bhat SS2011 Marker assisted selection and breeding for leaf rust resistance in coffee (Coffea arabica L.) some recent leads. Indian Journal of Genetics and Plant Breeding 71:185-189) validated the markers SP-M8-SH3, Sat244, and BA-124-12K-f, all of which were closely linked to the SH3 gene of resistance to CLR. The SP-M16-SH3 marker was more efficient, with the advantage of being codominant, as verified by Mahé et al. (2008Mahé L, Combes MC, Várzea VMP, Guilhaumon C, Lashermes P2008 Development of sequence characterized DNA markers linked to leaf rust (Hemileia vastatrix) resistance in coffee (Coffea arabica L.). Molecular Breeding 21:105-113), which would allow assisted selection to identify homozygous and heterozygous coffee plants, although a resistant genotype, CIFC H147/1, did not amplify with the marker SP-M16-SH3.

When using BA-124-12K-f and SP-M16-SH3 markers, the percentages of correct answers in the field evaluations were, respectively, 73.33% and 80%. In another study, it was found that, for the four markers, there was identification of approximately 67% of the genotypes evaluated carrying the SH3 gene (Alkimim et al. 2017Alkimim ER, Caixeta ET, Sousa TV, Pereira AA, Oliveira ACB, Zambolim L, Sakiyama NS2017 Marker-assisted selection provides arabica coffee with genes from other Coffea species targeting on multiple resistance to rust and coffee berry disease. Molecular Breeding 37:1-10). Therefore, in the same way as BA-124-12K-f, the SP-M16-SH3 marker was not 100% associated with the presence of SH3.

A positive and significant association was also observed between phenotypic evaluation and BA-124-12K-f and SP-M16-SH3 markers, with correlation values of 0.60 and 0.73, respectively, confirming that these markers are associated with the presence of the SH3 gene. The correlation between the markers was 0.86 (Figure 2). Therefore, the BA-124-12K-f and SP M16-SH3 markers proved to be efficient in the selection of CLR-resistant genotypes and demonstrate high potential to be used in coffee breeding programs.

Figure 2
Spearman correlation values between phenotypic coffee leaf rust severity evaluations in the field and BA-124-12k-F (BA) and SP-M16-SH3 (SP) molecular markers.

IAC Catuaí SH3 and IPR 105 are Brazilian cultivars highly resistant to rust, derived from BA-10 (Sera et al. 2010Sera GH, Sera T, Fonseca ICB, Ito DS2010 Resistência à ferrugem alaranjada em cultivares de café. Coffee Science 5:59-66, Fazuoli et al. 2019Fazuoli LC, Braghini MT, Silvarolla MB, Gonçalves W, Mistro JC, Gallo PB and Guerreiro FO2019 IAC Catuaí SH3 - a dwarf Arabica coffee cultivar with leaf rust resistance and drought tolerance. Crop Breeding and Applied Biotechnology 19:356-359). However, although IPR 105 is reported as resistant to rust, probably due to the presence of SH3 (Sera et al. 2010), until the present study it had not been confirmed that this cultivar is a carrier of alleles associated with SH3. In our study, the presence of alleles linked to resistance to rust were detected in validation with the differentiators and in the assisted selection, using the two markers. Furthermore, through the SP-M16-SH3 marker it was evident that the resistance to rust of IPR 105 is due to the presence of SH3 in homozygosis.

The codominance of the SP-M16-SH3 marker and identification of heterozygous plants would be a great advantage in the development of cultivars, as it would not be necessary to advance in the generation of self-pollination to confirm whether the selected plant is heterozygous, through the observation of susceptible segregating plants. Thus, the development time of cultivars could be reduced, through early seedling selection for the trait of high resistance to CLR promoted by SH3 in homozygosis.

CONCLUSIONS

The SP-M16-SH3 and BA-124-12K-f molecular markers were efficient to identify coffee plants with the SH3 gene.

SP-M16-SH3 was more efficient than BA-124-12K-f for identifying plants carrying the SH3 gene, with the advantage of being codominant, which enables the application of this marker in coffee breeding programs.

ACKNOWLEDGMENTS

We appreciate the financial support from the Coordenação de Aperfeiçoamento de Pessoal de Nível Superior (CAPES) and Consórcio Pesquisa Café. LFPP acknowledges CNPq for the research fellowship.

REFERENCES

  • Alkimim ER, Caixeta ET, Sousa TV, Pereira AA, Oliveira ACB, Zambolim L, Sakiyama NS2017 Marker-assisted selection provides arabica coffee with genes from other Coffea species targeting on multiple resistance to rust and coffee berry disease. Molecular Breeding 37:1-10
  • Andreazi E, Sera GH, Faria RT, Sera T, Shigueoka LH, Carvalho FG, Carducci FC, Chamlet D2015 Desempenho de híbridos F1 de café arábica com resistência simultânea a ferrugem, mancha aureolada e bicho mineiro. Coffee Science 10:375-382
  • Ariyoshi C, Sera GH, Rodrigues LMR, Carvalho FG, Shigueoka LH, Socatelli AEM, Pereira CTM, Destéfano SAL, Pereira LFP2022 Development and validation of allele specific marker for resistance to bacterial halo blight in Coffea arabica. Agronomy 12:3178
  • Bettencourt A, Rodrigues-Junior C1988 Principles and practice of coffee breeding for resistance to rust and other diseases. Coffee Agronomy 4:199-234
  • Bettencourt AJ1981 Melhoramento genético do cafeeiro: transferência de factores de resistência à Hemileia vastatrix Berk. and Br. para as principais cultivares de Coffea arabica L. Centro de Investigação das Ferrugens do cafeeiro Oeiras, Lisboa, 93p
  • Brito GG, Caixeta ET, Gallina AP, Zambolim EM, Zambolim L, Diola V, Loureiro ME2010 Inheritance of coffee leaf rust resistance and identification of AFLP markers linked to the resistance gene. Euphytica 173:255-264
  • Chalfoun SM, Reis PR2010 História da cafeicultura no Brasil. In Reis PR and Cunha RL (eds) Café arábica: do plantio à colheita. EPAMIG, Lavras, p. 21-85
  • Del Grossi L, Sera T, Sera GH, Fonseca ICB, Ito DS, Shigueoka LH, Andreazi E, Carvalho FG2013 Rust resistance in arabic coffee cultivars in northern Paraná. Brazilian Archives of Biology and Technology 56:27-33
  • Fazuoli LC, Braghini MT, Silvarolla MB, Gonçalves W, Mistro JC, Gallo PB and Guerreiro FO2019 IAC Catuaí SH3 - a dwarf Arabica coffee cultivar with leaf rust resistance and drought tolerance. Crop Breeding and Applied Biotechnology 19:356-359
  • Ferreira ME, Grattapaglia D1998 Introdução ao uso de marcadores moleculares em análise genética. Embrapa-Cenargen, Brasília, 220p
  • Mahé L, Combes MC, Várzea VMP, Guilhaumon C, Lashermes P2008 Development of sequence characterized DNA markers linked to leaf rust (Hemileia vastatrix) resistance in coffee (Coffea arabica L.). Molecular Breeding 21:105-113
  • Pereira GS, Teixeira R de KS, Von Pinho EV de R, Padilha L, Carvalho CHS2009 Coleta de folhas do cafeeiro e extração de DNA genômico de alta qualidade. In Anais do VI simpósio de pesquisa dos cafés do Brasil. Embrapa, Araxá, 4p
  • Prakash NS, Marques DV, Várzea VMP, Silva MC, Combes MC, Lashermes P2004 Introgression molecular analysis of a leaf rust resistance gene from Coffea liberica in to Coffea arabica L. Theoretical and Applied Genetics 109:1311-1317
  • Prakash NS, Muniswamy B, Hanumantha BT, Sreenath HL, Sundaresha KD, Suresh N, Santhosh P, Soumya PR, Asha BM, Bhat SS2011 Marker assisted selection and breeding for leaf rust resistance in coffee (Coffea arabica L.) some recent leads. Indian Journal of Genetics and Plant Breeding 71:185-189
  • Revelle W2016 Psych: procedures for personality and psychological research. Available at: <Available at: http://CRAN.R-project.org/package=psych >. Accessed on May 29, 2019.
    » http://CRAN.R-project.org/package=psych
  • Sera GH, Sera T, Fonseca ICB, Ito DS2010 Resistência à ferrugem alaranjada em cultivares de café. Coffee Science 5:59-66
  • Sera GH, Sera T, Ito DS and Azevedo JA2007 Resistance to leaf rust in coffee carrying SH3 gene and others SH genes. Brazilian Archives of Biology and Technology 50:753-757
  • Shigueoka LH, Sera GH, Sera T, Fonseca ICB, Mariucci Junior V, Andreazi E, Carvalho FG, Gardiano CG, Carducci FC2014 Selection of Arabic coffee progenies with rust resistance. Crop Breeding and Applied Biotechnology 14:88-93
  • Zambolim L.2016 Current status and management of coffee leaf rust in Brazil. Tropical Plant Pathology 41:1-8

Publication Dates

  • Publication in this collection
    01 Dec 2023
  • Date of issue
    2023

History

  • Received
    15 Feb 2023
  • Accepted
    23 Sept 2023
  • Published
    25 Oct 2023
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